Lightdash
Open-source dbt-native BI with BI-as-code workflows and AI agents
What is Lightdash?
Lightdash is an open-source, dbt-native BI platform where metrics, models, and dashboards live in version-controlled code synchronized with your dbt project. It layers AI agents (Slack and UI), a governed semantic layer, and BI-as-code workflows for teams that want CI/CD and testing around analytics. Information Gain: Lightdash Cloud Pro charges a flat $3,000/month for unlimited users, no per-seat fee, with AI agents and embedding sold as separate add-ons.
Knowledge bases, internal search, operations, data, finance, HR, and back-office tools with AI workflows.
See the full Knowledge & Ops guide to compare more tools, buyer criteria, and related workflows.
Use cases to evaluate
Define and ship metrics directly from your dbt repo with PR review
Spin up an unlimited-user BI tool for the whole company at a flat fee
Use Slack AI agents to answer data questions from governed metrics
Run BI on-prem or in your own VPC for HIPAA/SOC 2 workloads (Enterprise)
Fit to evaluate
Data teams already standardized on dbt and the modern data stack
Growth-stage companies that want unlimited-user BI without seat math
Engineering-led analytics teams adopting BI-as-code and CI/CD
Regulated industries needing on-prem deployment with SOC 2/HIPAA
Business fit
Right for you if your data team already uses dbt and wants metrics defined once in code and reused everywhere. Right for you if you value version control, CI/CD, and engineering rigor around BI. Skip if you do not use dbt or prefer drag-and-drop modeling for non-technical builders. Skip if your team is small and $3,000/month flat for Cloud Pro is hard to justify versus per-seat tools.
How to evaluate Lightdash
Use this category when operational data, policies, tasks, or internal requests are spread across disconnected systems.
Confirm the exact workflow
Map Lightdash to one concrete workflow first, such as define and ship metrics directly from your dbt repo with pr review. Avoid buying before the owner, trigger, output, and success metric are clear.
Check category fit
Compare internal search, permissions, workflow support, and reporting.
Compare practical alternatives
Shortlist Lightdash against Glean, Guru, Slite so the decision is based on fit, effort, and workflow ownership rather than brand recognition alone.
Validate cost and rollout effort
Open Source self-hosted free with community Slack support; Cloud Pro at $3,000/month flat with unlimited users, scheduled reports, alerting, dedicated support, onboarding and migration (AI agents and embedding are add-ons); Enterprise custom with cloud or on-prem deployment, SSO/SAML/SCIM 2.0, SOC 2 and HIPAA support. 21-day free trial without payment details; startup discounts available. Also confirm implementation time, support needs, and whether the medium setup matches your team.
Compare Lightdash with alternatives
Use this quick comparison before booking demos or moving data into a new system.
| Primary workflow | Define and ship metrics directly from your dbt repo with PR review, Spin up an unlimited-user BI tool for the whole company at a flat fee |
|---|---|
| Best-fit team | Data teams already standardized on dbt and the modern data stack, Growth-stage companies that want unlimited-user BI without seat math |
| Implementation effort | Medium setup and maintenance profile |
| Pricing check | Free plan + paid plans |
| Closest alternatives | GleanGuruSliteSlab |
Lightdash pricing
| Model | Free plan + paid plans |
|---|---|
| Snapshot | Open Source self-hosted free with community Slack support; Cloud Pro at $3,000/month flat with unlimited users, scheduled reports, alerting, dedicated support, onboarding and migration (AI agents and embedding are add-ons); Enterprise custom with cloud or on-prem deployment, SSO/SAML/SCIM 2.0, SOC 2 and HIPAA support. 21-day free trial without payment details; startup discounts available. |
| Checked |
Common questions about Lightdash
What is Lightdash?
Lightdash is an open-source, dbt-native BI platform where metrics, models, and dashboards live in version-controlled code synchronized with your dbt project. It layers AI agents (Slack and UI), a governed semantic layer, and BI-as-code workflows for teams that want CI/CD and testing around analytics. Information Gain: Lightdash Cloud Pro charges a flat $3,000/month for unlimited users, no per-seat fee, with AI agents and embedding sold as separate add-ons.
What is Lightdash used for?
Common use cases: Define and ship metrics directly from your dbt repo with PR review; Spin up an unlimited-user BI tool for the whole company at a flat fee; Use Slack AI agents to answer data questions from governed metrics; Run BI on-prem or in your own VPC for HIPAA/SOC 2 workloads (Enterprise).
How much does Lightdash cost?
Open Source self-hosted free with community Slack support; Cloud Pro at $3,000/month flat with unlimited users, scheduled reports, alerting, dedicated support, onboarding and migration (AI agents and embedding are add-ons); Enterprise custom with cloud or on-prem deployment, SSO/SAML/SCIM 2.0, SOC 2 and HIPAA support. 21-day free trial without payment details; startup discounts available.
Who is Lightdash best for?
Lightdash fits Data teams already standardized on dbt and the modern data stack, Growth-stage companies that want unlimited-user BI without seat math, Engineering-led analytics teams adopting BI-as-code and CI/CD, Regulated industries needing on-prem deployment with SOC 2/HIPAA. Right for you if your data team already uses dbt and wants metrics defined once in code and reused everywhere. Right for you if you value version control, CI/CD, and engineering rigor around BI. Skip if you do not use dbt or prefer drag-and-drop modeling for non-technical builders. Skip if your team is small and $3,000/month flat for Cloud Pro is hard to justify versus per-seat tools.
What are alternatives to Lightdash?
Common alternatives to Lightdash include Glean, Guru, Slite, Slab, Tettra, Sana.